Learning to continuously optimize wireless resource in a dynamic environment: A bilevel optimization perspective

H Sun, W Pu, X Fu, TH Chang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. These methods achieve …

[PDF][PDF] Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective

H Sun, W Pu, X Fu, TH Chang, M Hong - ieeexplore.ieee.org
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. These methods achieve …

Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective

H Sun, W Pu, X Fu, TH Chang, M Hong - arXiv preprint arXiv:2105.01696, 2021 - arxiv.org
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. For a few popular tasks …

[PDF][PDF] Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective

H Sun, W Pu, X Fu, TH Chang, M Hong - IEEE Transactions on Signal …, 2022 - par.nsf.gov
There has been a growing interest in developing data-driven and in particular deep neural
network (DNN) based methods for modern communication tasks. For a few popular tasks …

Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective

H Sun, W Pu, X Fu, TH Chang… - IEEE Transactions on …, 2022 - experts.umn.edu
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. These methods achieve …

Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective

H Sun, W Pu, X Fu, TH Chang… - IEEE Transactions on …, 2022 - ui.adsabs.harvard.edu
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. For a few popular tasks …

[PDF][PDF] Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective

H Sun, W Pu, X Fu, TH Chang… - arXiv preprint arXiv …, 2021 - researchgate.net
There has been a growing interest in developing data-driven, and in particular deep neural
network (DNN) based methods for modern communication tasks. For a few popular tasks …